examples

Catalyst examples

Run all examples from this dir.

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DL notebooks

1. cifar10 notebook
   • cifar10 classification model
   • Runner usage example
2. segmentation notebook
   • segmentation with unet
   • model training and inference
   • predictions visialization

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DL pipelines

1. cifar10 model training
   • configuration files usage example
   • local and docker runs
   • metrics visualization with tensorboard
2. cifar10 model training with stages
   • pipeline example with stages
3. finetune
   • classification model training and inference
   • different augmentations and stages usage
   • knn index model example
   • embeddings projector
   • LrFinder usage
   • grid search metrics visualization
4. autolabel
   • WIP

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RL pipelines

1. OpenAI Gym LunarLander
   • off-policy RL for continuous action space environment
   • DDPG, SAC, TD3 benchmark
   • async multi-cpu, multi-gpu training

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CI tests

1. DL – Mnist with stages
2. RL – OpenAI Gym MountainCarContinuous